{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--NAVIGATION-->\n",
    "< [自定义matplotlib：配置和样式单](04.11-Settings-and-Stylesheets.ipynb) | [目录](Index.ipynb) | [使用Basemap创建地理位置图表](04.13-Geographic-Data-With-Basemap.ipynb) >\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/wangyingsm/Python-Data-Science-Handbook/blob/master/notebooks/04.12-Three-Dimensional-Plotting.ipynb\"><img align=\"left\" src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open in Colab\" title=\"Open and Execute in Google Colaboratory\"></a>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Three-Dimensional Plotting in Matplotlib\n",
    "\n",
    "# 在matplotlib中创建三维图表"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Matplotlib was initially designed with only two-dimensional plotting in mind.\n",
    "Around the time of the 1.0 release, some three-dimensional plotting utilities were built on top of Matplotlib's two-dimensional display, and the result is a convenient (if somewhat limited) set of tools for three-dimensional data visualization.\n",
    "three-dimensional plots are enabled by importing the ``mplot3d`` toolkit, included with the main Matplotlib installation:\n",
    "\n",
    "Matplotlib最开始被设计为仅支持二维的图表。到1.0版本发布左右，一些三维图表的工具在二维展示的基础上被创建了出来，结果就是Matplotlib提供了一个方便的（同时也是有限的）的可用于三维数据可视化的一套工具。三维图表可以使用载入`mplot3d`工具包来激活，这个包会随着Matplotlib自动安装："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mpl_toolkits import mplot3d"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Once this submodule is imported, a three-dimensional axes can be created by passing the keyword ``projection='3d'`` to any of the normal axes creation routines:\n",
    "\n",
    "一旦模块被导入，三维axes就可以像其他普通axes一样通过关键字参数`projection='3d'`来创建："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = plt.axes(projection='3d')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> With this three-dimensional axes enabled, we can now plot a variety of three-dimensional plot types. \n",
    "Three-dimensional plotting is one of the functionalities that benefits immensely from viewing figures interactively rather than statically in the notebook; recall that to use interactive figures, you can use ``%matplotlib notebook`` rather than ``%matplotlib inline`` when running this code.\n",
    "\n",
    "三维axes激活后，我们可以在上面绘制不同的三维图表类型。三维图表在notebook中使用交互式图表展示会优于使用静态展示；回忆我们前面介绍过，你可以使用`%matplotlib notebook`而不是`%matplotlib inline`来激活交互式展示模式。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Three-dimensional Points and Lines\n",
    "\n",
    "## 三维的点和线\n",
    "\n",
    "> The most basic three-dimensional plot is a line or collection of scatter plot created from sets of (x, y, z) triples.\n",
    "In analogy with the more common two-dimensional plots discussed earlier, these can be created using the ``ax.plot3D`` and ``ax.scatter3D`` functions.\n",
    "The call signature for these is nearly identical to that of their two-dimensional counterparts, so you can refer to [Simple Line Plots](04.01-Simple-Line-Plots.ipynb) and [Simple Scatter Plots](04.02-Simple-Scatter-Plots.ipynb) for more information on controlling the output.\n",
    "Here we'll plot a trigonometric spiral, along with some points drawn randomly near the line:\n",
    "\n",
    "三维图表中最基础的是使用(x, y, z)坐标定义的一根线或散点的集合。前面介绍过普通的二维图表，作为类比，使用`ax.plot3D`和`ax.scatter3D`函数可以创建三维折线和散点图。这两个函数的签名与二维的版本基本一致，你可以参考[简单折线图](04.01-Simple-Line-Plots.ipynb)和[简单散点图](04.02-Simple-Scatter-Plots.ipynb)来复习一下这部分的内容。下面我们绘制一个三维中的三角螺旋，在线的附近在绘制一些随机的点："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.axes(projection='3d')\n",
    "\n",
    "# 三维螺旋线的数据\n",
    "zline = np.linspace(0, 15, 1000)\n",
    "xline = np.sin(zline)\n",
    "yline = np.cos(zline)\n",
    "ax.plot3D(xline, yline, zline, 'gray')\n",
    "\n",
    "# 三维散点的数据\n",
    "zdata = 15 * np.random.random(100)\n",
    "xdata = np.sin(zdata) + 0.1 * np.random.randn(100)\n",
    "ydata = np.cos(zdata) + 0.1 * np.random.randn(100)\n",
    "ax.scatter3D(xdata, ydata, zdata, c=zdata, cmap='Greens');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Notice that by default, the scatter points have their transparency adjusted to give a sense of depth on the page.\n",
    "While the three-dimensional effect is sometimes difficult to see within a static image, an interactive view can lead to some nice intuition about the layout of the points.\n",
    "\n",
    "注意默认情况下，图中的散点会有透明度的区别，用于体现在图中散点的深度。虽然三维效果在静态图像中难以显示，你可以使用交互式的视图来获得更佳的三维直观效果。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Three-dimensional Contour Plots\n",
    "\n",
    "## 三维轮廓图\n",
    "\n",
    "> Analogous to the contour plots we explored in [Density and Contour Plots](04.04-Density-and-Contour-Plots.ipynb), ``mplot3d`` contains tools to create three-dimensional relief plots using the same inputs.\n",
    "Like two-dimensional ``ax.contour`` plots, ``ax.contour3D`` requires all the input data to be in the form of two-dimensional regular grids, with the Z data evaluated at each point.\n",
    "Here we'll show a three-dimensional contour diagram of a three-dimensional sinusoidal function:\n",
    "\n",
    "类似于我们在[密度和轮廓图](04.04-Density-and-Contour-Plots.ipynb)中介绍的内容，`mplot3d`也包含着能够创建三维浮雕图像的工具。就像二维的`ax.contour`图表，`ax.contour3D`要求输入数据的格式是二维普通网格上计算得到的Z轴的数据值。下面我们展示一个三维的正弦函数轮廓图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def f(x, y):\n",
    "    return np.sin(np.sqrt(x ** 2 + y ** 2))\n",
    "\n",
    "x = np.linspace(-6, 6, 30)\n",
    "y = np.linspace(-6, 6, 30)\n",
    "\n",
    "X, Y = np.meshgrid(x, y)\n",
    "Z = f(X, Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = plt.axes(projection='3d')\n",
    "ax.contour3D(X, Y, Z, 50, cmap='binary')\n",
    "ax.set_xlabel('x')\n",
    "ax.set_ylabel('y')\n",
    "ax.set_zlabel('z');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Sometimes the default viewing angle is not optimal, in which case we can use the ``view_init`` method to set the elevation and azimuthal angles. In the following example, we'll use an elevation of 60 degrees (that is, 60 degrees above the x-y plane) and an azimuth of 35 degrees (that is, rotated 35 degrees counter-clockwise about the z-axis):\n",
    "\n",
    "有时候默认的视角角度不是最理想的，在这种情况下我们可以使用`view_init`函数来设置水平角和方位角。在下面的例子中，我们使用的是60°的水平角（即以60°俯视x-y平面）和35°的方位角（即将z轴逆时针旋转35°）："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax.view_init(60, 35)\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Again, note that this type of rotation can be accomplished interactively by clicking and dragging when using one of Matplotlib's interactive backends.\n",
    "\n",
    "同样，注意到当使用Matplotlib交互式展示是，这样的旋转可以通过鼠标点击和拖拽来实现。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Wireframes and Surface Plots\n",
    "\n",
    "## 框线图和表面图\n",
    "\n",
    "> Two other types of three-dimensional plots that work on gridded data are wireframes and surface plots.\n",
    "These take a grid of values and project it onto the specified three-dimensional surface, and can make the resulting three-dimensional forms quite easy to visualize.\n",
    "Here's an example of using a wireframe:\n",
    "\n",
    "使用网格数据生成的三维图表还有框线图和表面图。这两种图表将网格数据投射到特定的三维表面，能够使得结果图像非常直观和具有说服力。下面是一个框线图的例子："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = plt.axes(projection='3d')\n",
    "ax.plot_wireframe(X, Y, Z, color='black')\n",
    "ax.set_title('wireframe');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> A surface plot is like a wireframe plot, but each face of the wireframe is a filled polygon.\n",
    "Adding a colormap to the filled polygons can aid perception of the topology of the surface being visualized:\n",
    "\n",
    "表面图类似框线图，区别在于每个框线构成的多边形都使用颜色进行了填充。添加色图用于填充多边形能够让图形表面展示出来："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.axes(projection='3d')\n",
    "ax.plot_surface(X, Y, Z, rstride=1, cstride=1,\n",
    "                cmap='viridis', edgecolor='none')\n",
    "ax.set_title('surface');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Note that though the grid of values for a surface plot needs to be two-dimensional, it need not be rectilinear.\n",
    "Here is an example of creating a partial polar grid, which when used with the ``surface3D`` plot can give us a slice into the function we're visualizing:\n",
    "\n",
    "注意虽然每个颜色填充的表面都是二维的，但是表面的边缘不需要是直线构成的。下面的例子使用`surface3D`绘制了一个部分极坐标网格，能够让我们切入到函数内部观察效果："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = np.linspace(0, 6, 20)\n",
    "theta = np.linspace(-0.9 * np.pi, 0.8 * np.pi, 40)\n",
    "r, theta = np.meshgrid(r, theta)\n",
    "\n",
    "X = r * np.sin(theta)\n",
    "Y = r * np.cos(theta)\n",
    "Z = f(X, Y)\n",
    "\n",
    "ax = plt.axes(projection='3d')\n",
    "ax.plot_surface(X, Y, Z, rstride=1, cstride=1,\n",
    "                cmap='viridis', edgecolor='none');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Surface Triangulations\n",
    "\n",
    "## 表面三角剖分\n",
    "\n",
    "> For some applications, the evenly sampled grids required by the above routines is overly restrictive and inconvenient.\n",
    "In these situations, the triangulation-based plots can be very useful.\n",
    "What if rather than an even draw from a Cartesian or a polar grid, we instead have a set of random draws?\n",
    "\n",
    "在一些应用场合中，上面的这种均匀网格绘制的图表方式太过于局限和不方便。在这些情况下，三角剖分的图表可以派上用场。如果我们并不是使用笛卡尔坐标系或极坐标系的网格来绘制三维图表，而是使用一组随机的点来绘制三维图表呢？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "theta = 2 * np.pi * np.random.random(1000)\n",
    "r = 6 * np.random.random(1000)\n",
    "x = np.ravel(r * np.sin(theta))\n",
    "y = np.ravel(r * np.cos(theta))\n",
    "z = f(x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> We could create a scatter plot of the points to get an idea of the surface we're sampling from:\n",
    "\n",
    "有了上面的数据之后，我们可以使用它们来绘制一张散点图表现出样本所在表面的情况："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.axes(projection='3d')\n",
    "ax.scatter(x, y, z, c=z, cmap='viridis', linewidth=0.5);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> This leaves a lot to be desired.\n",
    "The function that will help us in this case is ``ax.plot_trisurf``, which creates a surface by first finding a set of triangles formed between adjacent points (remember that x, y, and z here are one-dimensional arrays):\n",
    "\n",
    "上图并未形象的表示出表面情况。这种情况下我们可以使用`ax.plot_trisurf`函数，它能首先根据我们的数据输入找到各点内在的三角函数形式，然后绘制表面（注意的是这里的x，y，z是一维的数组）："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.axes(projection='3d')\n",
    "ax.plot_trisurf(x, y, z,\n",
    "                cmap='viridis', edgecolor='none');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> The result is certainly not as clean as when it is plotted with a grid, but the flexibility of such a triangulation allows for some really interesting three-dimensional plots.\n",
    "For example, it is actually possible to plot a three-dimensional Möbius strip using this, as we'll see next.\n",
    "\n",
    "上图的结果很显然没有使用网格绘制表面图那么清晰，但是对于我们并不是使用函数构建数据样本（数据样本通常来自真实世界的采样）的情况下，这能提供很大的帮助。例如我们下面会看到，能使用这种方法绘制一条三维的莫比乌斯环。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example: Visualizing a Möbius strip\n",
    "\n",
    "### 例子：绘制莫比乌斯环\n",
    "\n",
    "> A Möbius strip is similar to a strip of paper glued into a loop with a half-twist.\n",
    "Topologically, it's quite interesting because despite appearances it has only a single side!\n",
    "Here we will visualize such an object using Matplotlib's three-dimensional tools.\n",
    "The key to creating the Möbius strip is to think about it's parametrization: it's a two-dimensional strip, so we need two intrinsic dimensions. Let's call them $\\theta$, which ranges from $0$ to $2\\pi$ around the loop, and $w$ which ranges from -1 to 1 across the width of the strip:\n",
    "\n",
    "莫比乌斯环是使用一条纸条，一端翻折后与另一端粘起来形成的环形。在拓扑学中这是非常有趣的一个形状，因为它只有一个面。我们下面使用Matplotlib的三维工具绘制莫比乌斯环。创建莫比乌斯环的关键在于能参数化它：莫比乌斯环是一个二维的环状结构，因此我们需要两个特定的维度。一个我们称为$\\theta$，取值范围是$0 \\to 2\\pi$表示整个环状，还有一个称为$w$，取值范围是$-1 \\to 1$表示纸带的宽度："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "theta = np.linspace(0, 2 * np.pi, 30)\n",
    "w = np.linspace(-0.25, 0.25, 8)\n",
    "w, theta = np.meshgrid(w, theta)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Now from this parametrization, we must determine the *(x, y, z)* positions of the embedded strip.\n",
    "\n",
    "有了这两个参数之后，我们需要确定莫比乌斯环上*(x, y, z)*坐标的位置。\n",
    "\n",
    "> Thinking about it, we might realize that there are two rotations happening: one is the position of the loop about its center (what we've called $\\theta$), while the other is the twisting of the strip about its axis (we'll call this $\\phi$). For a Möbius strip, we must have the strip makes half a twist during a full loop, or $\\Delta\\phi = \\Delta\\theta/2$.\n",
    "\n",
    "仔细思考一下，我们会发现在莫比乌斯环上有两个自转发生：一个是纸带绕环形中央位置的旋转（我们称为$\\theta$），另一个纸带绕着中间轴线的旋转（我们称为$\\phi$）。纸带中央位置旋转一整圈$2\\pi$时，纸带绕中间轴线旋转刚好半圈$\\pi$，我们将整个旋转均匀分布在纸带上时，就会有$\\Delta\\phi = \\frac{\\Delta\\theta}{2}$。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "phi = 0.5 * theta"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Now we use our recollection of trigonometry to derive the three-dimensional embedding.\n",
    "We'll define $r$, the distance of each point from the center, and use this to find the embedded $(x, y, z)$ coordinates:\n",
    "\n",
    "现在我们已经有了所有需要获得三维坐标值的参数了。我们定义$r$为每个坐标点距离环形中间的位置，使用它来计算最终$(x, y, z)$三维坐标系的坐标值："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# r是坐标点距离环形中心的距离值\n",
    "r = 1 + w * np.cos(phi)\n",
    "# 利用简单的三角函数知识算得x，y，z坐标值\n",
    "x = np.ravel(r * np.cos(theta))\n",
    "y = np.ravel(r * np.sin(theta))\n",
    "z = np.ravel(w * np.sin(phi))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Finally, to plot the object, we must make sure the triangulation is correct. The best way to do this is to define the triangulation *within the underlying parametrization*, and then let Matplotlib project this triangulation into the three-dimensional space of the Möbius strip.\n",
    "This can be accomplished as follows:\n",
    "\n",
    "最后，为了绘制对象，我们必须保证三角剖分是正确的。实现这个最好的方法是在底层的参数上面实现三角剖分，最后让Matplotlib将这个三角剖分投射到三维空间中形成莫比乌斯环。下面的代码最终绘制图形："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 在底层参数的基础上进行三角剖分\n",
    "from matplotlib.tri import Triangulation\n",
    "tri = Triangulation(np.ravel(w), np.ravel(theta))\n",
    "\n",
    "ax = plt.axes(projection='3d')\n",
    "ax.plot_trisurf(x, y, z, triangles=tri.triangles,\n",
    "                cmap='viridis', linewidths=0.2);\n",
    "\n",
    "ax.set_xlim(-1, 1); ax.set_ylim(-1, 1); ax.set_zlim(-1, 1);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Combining all of these techniques, it is possible to create and display a wide variety of three-dimensional objects and patterns in Matplotlib.\n",
    "\n",
    "结合这些技巧，能够为你提供在Matplotlib创建和展现大量三维对象和模式的能力。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--NAVIGATION-->\n",
    "< [自定义matplotlib：配置和样式单](04.11-Settings-and-Stylesheets.ipynb) | [目录](Index.ipynb) | [使用Basemap创建地理位置图表](04.13-Geographic-Data-With-Basemap.ipynb) >\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/wangyingsm/Python-Data-Science-Handbook/blob/master/notebooks/04.12-Three-Dimensional-Plotting.ipynb\"><img align=\"left\" src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open in Colab\" title=\"Open and Execute in Google Colaboratory\"></a>\n"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
